{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Transform generators"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can generate ants/itk transforms with ANTsPy generator classes.   These can also be chained together.  Parameters are generated from user-set gaussian distributions (mean and standard deviation).  First, we show 2D."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = ants.image_read(ants.get_ants_data(\"r16\"))\n",
    "rRotGenerator = ants.contrib.RandomRotate2D( ( 0, 40 ), reference=img )\n",
    "rShearGenerator=ants.contrib.RandomShear2D( (0,50), reference=img )\n",
    "tx1 = rRotGenerator.transform()\n",
    "tx2 = rShearGenerator.transform()\n",
    "rSrR = ants.compose_ants_transforms([tx1, tx2])\n",
    "ants.plot( rSrR.apply_to_image( img ) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can call the generator(s) again to get a new transforms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tx1 = rRotGenerator.transform()\n",
    "tx2 = rShearGenerator.transform()\n",
    "rSrR = ants.compose_ants_transforms([tx2, tx1]) # switch order\n",
    "ants.plot( rSrR.apply_to_image( img ) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The code for 3D is nearly identical."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1165.33x432 with 24 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import ants\n",
    "img = ants.image_read(ants.get_ants_data(\"ch2\"))\n",
    "rRotGenerator = ants.contrib.RandomRotate3D( ( 0, 40 ), reference=img )\n",
    "rShearGenerator=ants.contrib.RandomShear3D( (0,50), reference=img )\n",
    "tx1 = rRotGenerator.transform()\n",
    "tx2 = rShearGenerator.transform()\n",
    "rSrR = ants.compose_ants_transforms([tx1, tx2])\n",
    "ants.plot( rSrR.apply_to_image( img ), nslices = 24, ncol=8 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 517.923x540 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# transform both x and y\n",
    "seg = ants.threshold_image( img, 'Otsu', 3 )\n",
    "imgaug = rRotGenerator.transform( img, seg )\n",
    "ants.plot( imgaug[0], imgaug[1], alpha=0 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
